| Presentation | 2018-07-31 Identity-conditioned Face Transformations Using Generative Adversarial Networks Gregorio Nuevo Castro, Akihiko Kasagi, Masafumi Yamazaki, Tsuguchika Tabaru, Atsushi Ike, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We research the possibility of combining Siamese networks with GANs to perform face transformations conditioned on the identity of an individual. The discriminator learns a face embedding, a vector that is dependent on the identity of the person. The generator receives an input image and a target ID embedding. The input image is transformed so that its ID vector lies close to the conditioning embedding. Our aim is to explore the space in between face attribute transformations and face swap transformations. Our transformations do not fully change the face of an individual, as face swap techniques do, but they present a more general approach when compared to binary attribute transformations. Results demonstrate the system can learn interesting and unsupervised transformations that change the face of a person in a realistic and sensible way. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | face transformationsface swapGANssiamese networks |
| Paper # | CPSY2018-18 |
| Date of Issue | 2018-07-23 (CPSY) |
| Conference Information | |
| Committee | CPSY / DC / IPSJ-ARC |
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| Conference Date | 2018/7/30(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kumamoto City International Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Parallel, Distributed and Cooperative Processing Systems and Dependable Computing |
| Chair | Koji Nakano(Hiroshima Univ.) / Satoshi Fukumoto(Tokyo Metropolitan Univ.) / Masahiro Goshima(NII) |
| Vice Chair | Hidetsugu Irie(Univ. of Tokyo) / Takashi Miyoshi(Fujitsu) / Hiroshi Takahashi(Ehime Univ.) |
| Secretary | Hidetsugu Irie(Utsunomiya Univ.) / Takashi Miyoshi(Hokkaido Univ.) / Hiroshi Takahashi(Tokyo Inst. of Tech.) / (Nihon Univ.) |
| Assistant | Yasuaki Ito(Hiroshima Univ.) / Tomoaki Tsumura(Nagoya Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Computer Systems / Technical Committee on Dependable Computing / Special Interest Group on System Architecture |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Identity-conditioned Face Transformations Using Generative Adversarial Networks |
| Sub Title (in English) | |
| Keyword(1) | face transformationsface swapGANssiamese networks |
| 1st Author's Name | Gregorio Nuevo Castro |
| 1st Author's Affiliation | Fujitsu Laboratories ltd.(FLL) |
| 2nd Author's Name | Akihiko Kasagi |
| 2nd Author's Affiliation | Fujitsu Laboratories ltd.(FLL) |
| 3rd Author's Name | Masafumi Yamazaki |
| 3rd Author's Affiliation | Fujitsu Laboratories ltd.(FLL) |
| 4th Author's Name | Tsuguchika Tabaru |
| 4th Author's Affiliation | Fujitsu Laboratories ltd.(FLL) |
| 5th Author's Name | Atsushi Ike |
| 5th Author's Affiliation | Fujitsu Laboratories ltd.(FLL) |
| Date | 2018-07-31 |
| Paper # | CPSY2018-18 |
| Volume (vol) | vol.118 |
| Number (no) | CPSY-165 |
| Page | pp.pp.85-90(CPSY), |
| #Pages | 6 |
| Date of Issue | 2018-07-23 (CPSY) |